\select@language {spanish}
\contentsline {chapter}{\numberline {1}Introducci\'on}{1}{chapter.1}
\contentsline {section}{\numberline {1.1}Motivaci\'on}{1}{section.1.1}
\contentsline {paragraph}{}{1}{section.1.1}
\contentsline {paragraph}{}{1}{section.1.1}
\contentsline {paragraph}{}{1}{section.1.1}
\contentsline {paragraph}{}{2}{section.1.1}
\contentsline {paragraph}{}{2}{section.1.1}
\contentsline {paragraph}{}{2}{section.1.1}
\contentsline {paragraph}{}{2}{section.1.1}
\contentsline {section}{\numberline {1.2}Objetivos de la investigaci\'on}{3}{section.1.2}
\contentsline {paragraph}{}{5}{Item.4}
\contentsline {paragraph}{}{5}{Item.4}
\contentsline {section}{\numberline {1.3}Estructura de la memoria}{5}{section.1.3}
\contentsline {chapter}{\numberline {2}Estado del Arte}{7}{chapter.2}
\contentsline {section}{\numberline {2.1}Introducci\'on}{8}{section.2.1}
\contentsline {section}{\numberline {2.2}Sistemas de Matchmaking}{8}{section.2.2}
\contentsline {subsection}{\numberline {2.2.1}Caracter\IeC {\'\i }sticas generales}{8}{subsection.2.2.1}
\contentsline {subsection}{\numberline {2.2.2}Tipos de sistemas}{8}{subsection.2.2.2}
\contentsline {subsection}{\numberline {2.2.3}Aplicaciones existentes en el \'ambito de los videojuegos}{8}{subsection.2.2.3}
\contentsline {section}{\numberline {2.3}M\'etodos de obtenci\'on de niveles de habilidad}{8}{section.2.3}
\contentsline {subsection}{\numberline {2.3.1}Par\'ametros configurables para el desarrollo de los m\'etodos}{8}{subsection.2.3.1}
\contentsline {subsubsection}{\numberline {2.3.1.1}Caracter\IeC {\'\i }sticas extra\IeC {\'\i }das del entorno}{8}{subsubsection.2.3.1.1}
\contentsline {subsubsection}{\numberline {2.3.1.2}Funciones de c\'alculo}{8}{subsubsection.2.3.1.2}
\contentsline {subsection}{\numberline {2.3.2}Sistemas de clasificaci\'on}{8}{subsection.2.3.2}
\contentsline {subsection}{\numberline {2.3.3}Dificultades actuales en estas metodolog\IeC {\'\i }as}{8}{subsection.2.3.3}
\contentsline {subsubsection}{\numberline {2.3.3.1}Problemas no resueltos}{8}{subsubsection.2.3.3.1}
\contentsline {subsubsection}{\numberline {2.3.3.2}Trampas posibles cometidas por los usuarios}{8}{subsubsection.2.3.3.2}
\contentsline {section}{\numberline {2.4}Perfiles de usuario}{8}{section.2.4}
\contentsline {subsection}{\numberline {2.4.1}Modelos de caracterizaci\'on de jugadores}{8}{subsection.2.4.1}
\contentsline {subsection}{\numberline {2.4.2}Modelos de satisfacci\'on de jugadores}{8}{subsection.2.4.2}
\contentsline {section}{\numberline {2.5}Razonamiento basado en casos}{8}{section.2.5}
\contentsline {chapter}{\numberline {3}Marco Te\'orico para el Desarrollo de la Metodolog\IeC {\'\i }a}{9}{chapter.3}
\contentsline {section}{\numberline {3.1}Introducci\'on}{9}{section.3.1}
\contentsline {section}{\numberline {3.2}Esquema general en la construcci\'on del sistema Matchmaking}{9}{section.3.2}
\contentsline {subsection}{\numberline {3.2.1}Extracci\'on de los perfiles de usuario}{9}{subsection.3.2.1}
\contentsline {subsubsection}{\numberline {3.2.1.1}Caracter\IeC {\'\i }sticas basadas en las habilidades de juego}{9}{subsubsection.3.2.1.1}
\contentsline {subsubsection}{\numberline {3.2.1.2}Caracter\IeC {\'\i }sticas basadas en los estilos de juego}{9}{subsubsection.3.2.1.2}
\contentsline {subsection}{\numberline {3.2.2}Dise\~no del proceso de Matchmaking}{9}{subsection.3.2.2}
\contentsline {subsubsection}{\numberline {3.2.2.1}Construcci\'on de la memoria de casos}{9}{subsubsection.3.2.2.1}
\contentsline {subsubsection}{\numberline {3.2.2.2}Escenarios posibles en la recomendaci\'on}{9}{subsubsection.3.2.2.2}
\contentsline {subsubsection}{\numberline {3.2.2.3}Desarrollo de las funciones de similitud}{9}{subsubsection.3.2.2.3}
\contentsline {subsection}{\numberline {3.2.3}Metodolog\IeC {\'\i }a para la evaluaci\'on de los resultados}{9}{subsection.3.2.3}
\contentsline {subsubsection}{\numberline {3.2.3.1}B\'usqueda del equilibrio}{9}{subsubsection.3.2.3.1}
\contentsline {subsubsection}{\numberline {3.2.3.2}B\'usqueda de la satisfacci\'on/entretenimiento}{9}{subsubsection.3.2.3.2}
\contentsline {section}{\numberline {3.3}Conclusiones}{9}{section.3.3}
\contentsline {chapter}{\numberline {4}Modelado de los perfiles de jugadores}{11}{chapter.4}
\contentsline {section}{\numberline {4.1}Introducci\'on}{11}{section.4.1}
\contentsline {section}{\numberline {4.2}Almacenamiento de estad\IeC {\'\i }sticas}{12}{section.4.2}
\contentsline {paragraph}{}{12}{section.4.2}
\contentsline {subsection}{\numberline {4.2.1}Datos de usuario en la partida}{12}{subsection.4.2.1}
\contentsline {paragraph}{}{13}{subsection.4.2.1}
\contentsline {subsection}{\numberline {4.2.2}Datos globales de usuario}{13}{subsection.4.2.2}
\contentsline {subsection}{\numberline {4.2.3}Datos generales de la partida}{15}{subsection.4.2.3}
\contentsline {paragraph}{}{15}{subsection.4.2.3}
\contentsline {subsection}{\numberline {4.2.4}Datos espec\IeC {\'\i }ficos de la partida}{16}{subsection.4.2.4}
\contentsline {paragraph}{}{16}{subsection.4.2.4}
\contentsline {paragraph}{}{16}{subsection.4.2.4}
\contentsline {subsection}{\numberline {4.2.5}Datos globales del juego}{16}{subsection.4.2.5}
\contentsline {paragraph}{}{17}{subsection.4.2.5}
\contentsline {paragraph}{}{17}{subsection.4.2.5}
\contentsline {section}{\numberline {4.3}M\'etodo de c\'alculo de los niveles de habilidad}{17}{section.4.3}
\contentsline {paragraph}{}{17}{section.4.3}
\contentsline {subsection}{\numberline {4.3.1}Definici\'on de la funci\'on}{18}{subsection.4.3.1}
\contentsline {paragraph}{}{18}{subsection.4.3.1}
\contentsline {subsection}{\numberline {4.3.2}Funci\'on Adaptada del Sistema Elo}{18}{subsection.4.3.2}
\contentsline {paragraph}{}{18}{equation.4.3.1}
\contentsline {paragraph}{}{18}{equation.4.3.1}
\contentsline {paragraph}{}{19}{Item.9}
\contentsline {paragraph}{}{19}{equation.4.3.2}
\contentsline {paragraph}{}{19}{equation.4.3.2}
\contentsline {paragraph}{}{19}{equation.4.3.2}
\contentsline {subsection}{\numberline {4.3.3}Identificaci\'on de Par\'ametros Variables}{20}{subsection.4.3.3}
\contentsline {subsection}{\numberline {4.3.4}Clasificaciones y categor\IeC {\'\i }as}{20}{subsection.4.3.4}
\contentsline {paragraph}{}{21}{subsection.4.3.4}
\contentsline {section}{\numberline {4.4}Inferencia de Roles}{21}{section.4.4}
\contentsline {subsection}{\numberline {4.4.1}Definici\'on del Conjunto de Roles}{22}{subsection.4.4.1}
\contentsline {paragraph}{}{22}{subsection.4.4.1}
\contentsline {subsection}{\numberline {4.4.2}Extracci\'on del Conjunto de Roles}{22}{subsection.4.4.2}
\contentsline {subsubsection}{\numberline {4.4.2.1}Par\'ametros Necesarios para la Extracci\'on de Roles en las Partidas}{22}{subsubsection.4.4.2.1}
\contentsline {paragraph}{}{23}{subsubsection.4.4.2.1}
\contentsline {paragraph}{}{23}{subsubsection.4.4.2.1}
\contentsline {subsubsection}{\numberline {4.4.2.2}Actualizaci\'on del Comportamiento Global del Jugador}{23}{subsubsection.4.4.2.2}
\contentsline {section}{\numberline {4.5}Conclusiones}{24}{section.4.5}
\contentsline {paragraph}{}{24}{section.4.5}
\contentsline {paragraph}{}{24}{section.4.5}
\contentsline {chapter}{\numberline {5}Desarrollo del Funcionamiento del Sistema Matchmaking}{27}{chapter.5}
\contentsline {section}{\numberline {5.1}Introducci\'on}{27}{section.5.1}
\contentsline {section}{\numberline {5.2}Matchmaking basado en niveles de habilidad}{28}{section.5.2}
\contentsline {subsection}{\numberline {5.2.1}Objetivo de la recomendaci\'on}{28}{subsection.5.2.1}
\contentsline {paragraph}{}{29}{subsection.5.2.1}
\contentsline {subsection}{\numberline {5.2.2}Funciones de similitud para los niveles de habilidad}{29}{subsection.5.2.2}
\contentsline {paragraph}{}{29}{subsection.5.2.2}
\contentsline {paragraph}{}{30}{equation.5.2.1}
\contentsline {subsubsection}{\numberline {5.2.2.1}Ejemplo 1: Media de niveles}{30}{subsubsection.5.2.2.1}
\contentsline {subsubsection}{\numberline {5.2.2.2}Ejemplo 2: Categor\IeC {\'\i }as ponderadas}{31}{subsubsection.5.2.2.2}
\contentsline {subsection}{\numberline {5.2.3}Escenarios posibles en la recomendaci\'on}{32}{subsection.5.2.3}
\contentsline {paragraph}{}{32}{subsection.5.2.3}
\contentsline {paragraph}{}{33}{subsection.5.2.3}
\contentsline {section}{\numberline {5.3}Matchmaking basado en configuraciones de roles}{33}{section.5.3}
\contentsline {paragraph}{}{33}{section.5.3}
\contentsline {chapter}{\numberline {6}Medidas de evaluaci\'on de resultados para el proceso Matchmaking}{35}{chapter.6}
\contentsline {section}{\numberline {6.1}Introducci\'on}{35}{section.6.1}
\contentsline {paragraph}{}{35}{section.6.1}
\contentsline {paragraph}{}{35}{section.6.1}
\contentsline {paragraph}{}{36}{section.6.1}
\contentsline {paragraph}{}{36}{section.6.1}
\contentsline {section}{\numberline {6.2}Evaluaci\'on de las recomendaciones en los niveles de habilidad}{36}{section.6.2}
\contentsline {subsection}{\numberline {6.2.1}Objetivo de la evaluaci\'on en los niveles de habilidad}{36}{subsection.6.2.1}
\contentsline {paragraph}{}{36}{subsection.6.2.1}
\contentsline {paragraph}{}{37}{subsection.6.2.1}
\contentsline {subsection}{\numberline {6.2.2}M\'etodos y par\'ametros para la evaluaci\'on en los niveles de habilidad}{37}{subsection.6.2.2}
\contentsline {paragraph}{}{37}{subsection.6.2.2}
\contentsline {paragraph}{}{38}{subsection.6.2.2}
\contentsline {paragraph}{}{38}{equation.6.2.2}
\contentsline {subsection}{\numberline {6.2.3}An\'alisis de la evaluaci\'on de partidas en los niveles de habilidad}{38}{subsection.6.2.3}
\contentsline {paragraph}{}{39}{subsection.6.2.3}
\contentsline {paragraph}{}{39}{equation.6.2.3}
\contentsline {paragraph}{}{39}{table.caption.4}
\contentsline {paragraph}{}{40}{table.caption.4}
\contentsline {chapter}{\numberline {7}Caso de Estudio: Unreal Tournament 2004}{41}{chapter.7}
\contentsline {chapter}{\numberline {8}Conclusiones y L\IeC {\'\i }neas de Investigaci\'on para Trabajo Futuro}{43}{chapter.8}
\contentsline {section}{\numberline {8.1}Conclusiones}{43}{section.8.1}
\contentsline {section}{\numberline {8.2}Trabajo futuro}{43}{section.8.2}
\contentsline {chapter}{Bibliograf\IeC {\'\i }a}{45}{appendix*.6}
